Running Optimizer: SGD
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.1186 - acc: 0.1947Epoch 00000: val_loss improved from inf to 0.10797, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 7s - loss: 0.1181 - acc: 0.1986 - val_loss: 0.1080 - val_acc: 0.6963
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0884 - acc: 0.2662Epoch 00001: val_loss improved from 0.10797 to 0.09326, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0883 - acc: 0.2669 - val_loss: 0.0933 - val_acc: 0.6963
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0779 - acc: 0.2656Epoch 00002: val_loss improved from 0.09326 to 0.08488, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0777 - acc: 0.2664 - val_loss: 0.0849 - val_acc: 0.6963
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0711 - acc: 0.2800Epoch 00003: val_loss improved from 0.08488 to 0.08005, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0709 - acc: 0.2792 - val_loss: 0.0801 - val_acc: 0.6963
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0658 - acc: 0.3113Epoch 00004: val_loss improved from 0.08005 to 0.07572, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0656 - acc: 0.3102 - val_loss: 0.0757 - val_acc: 0.6963
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0609 - acc: 0.2975Epoch 00005: val_loss improved from 0.07572 to 0.07248, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0609 - acc: 0.2979 - val_loss: 0.0725 - val_acc: 0.6963
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0582 - acc: 0.3281Epoch 00006: val_loss improved from 0.07248 to 0.06949, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0580 - acc: 0.3254 - val_loss: 0.0695 - val_acc: 0.6963
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0552 - acc: 0.3107Epoch 00007: val_loss improved from 0.06949 to 0.06675, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0552 - acc: 0.3078 - val_loss: 0.0668 - val_acc: 0.6963
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0520 - acc: 0.3089Epoch 00008: val_loss improved from 0.06675 to 0.06478, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0521 - acc: 0.3102 - val_loss: 0.0648 - val_acc: 0.6963
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0500 - acc: 0.3281Epoch 00009: val_loss improved from 0.06478 to 0.06237, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0500 - acc: 0.3312 - val_loss: 0.0624 - val_acc: 0.6963
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0479 - acc: 0.3353Epoch 00010: val_loss improved from 0.06237 to 0.06042, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0478 - acc: 0.3411 - val_loss: 0.0604 - val_acc: 0.6963
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0453 - acc: 0.3450Epoch 00011: val_loss improved from 0.06042 to 0.05839, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0453 - acc: 0.3440 - val_loss: 0.0584 - val_acc: 0.6963
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0439 - acc: 0.3516Epoch 00012: val_loss improved from 0.05839 to 0.05785, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0439 - acc: 0.3522 - val_loss: 0.0578 - val_acc: 0.6963
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0424 - acc: 0.3618Epoch 00013: val_loss improved from 0.05785 to 0.05614, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0424 - acc: 0.3639 - val_loss: 0.0561 - val_acc: 0.6963
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0409 - acc: 0.3510Epoch 00014: val_loss improved from 0.05614 to 0.05533, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0409 - acc: 0.3516 - val_loss: 0.0553 - val_acc: 0.6963
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0403 - acc: 0.3540Epoch 00015: val_loss improved from 0.05533 to 0.05456, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0402 - acc: 0.3581 - val_loss: 0.0546 - val_acc: 0.6963
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0387 - acc: 0.3600Epoch 00016: val_loss improved from 0.05456 to 0.05305, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0386 - acc: 0.3592 - val_loss: 0.0530 - val_acc: 0.6963
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0373 - acc: 0.3708Epoch 00017: val_loss improved from 0.05305 to 0.05180, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0374 - acc: 0.3732 - val_loss: 0.0518 - val_acc: 0.6963
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0367 - acc: 0.3846Epoch 00018: val_loss improved from 0.05180 to 0.04964, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0367 - acc: 0.3814 - val_loss: 0.0496 - val_acc: 0.6963
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0356 - acc: 0.3972Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0355 - acc: 0.3972 - val_loss: 0.0500 - val_acc: 0.6963
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0348 - acc: 0.4002Epoch 00020: val_loss improved from 0.04964 to 0.04889, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0347 - acc: 0.3984 - val_loss: 0.0489 - val_acc: 0.6963
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0340 - acc: 0.3858Epoch 00021: val_loss improved from 0.04889 to 0.04733, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0340 - acc: 0.3838 - val_loss: 0.0473 - val_acc: 0.6963
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0332 - acc: 0.4026Epoch 00022: val_loss improved from 0.04733 to 0.04680, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0333 - acc: 0.4042 - val_loss: 0.0468 - val_acc: 0.6963
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0323 - acc: 0.3978Epoch 00023: val_loss improved from 0.04680 to 0.04584, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0323 - acc: 0.3966 - val_loss: 0.0458 - val_acc: 0.6963
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0316 - acc: 0.4032Epoch 00024: val_loss improved from 0.04584 to 0.04545, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0315 - acc: 0.4030 - val_loss: 0.0455 - val_acc: 0.6963
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0313 - acc: 0.4014Epoch 00025: val_loss improved from 0.04545 to 0.04462, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0313 - acc: 0.4042 - val_loss: 0.0446 - val_acc: 0.6963
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0301 - acc: 0.4062Epoch 00026: val_loss improved from 0.04462 to 0.04377, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0302 - acc: 0.4048 - val_loss: 0.0438 - val_acc: 0.6963
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0303 - acc: 0.4062Epoch 00027: val_loss improved from 0.04377 to 0.04233, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0304 - acc: 0.4054 - val_loss: 0.0423 - val_acc: 0.6963
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0295 - acc: 0.4237Epoch 00028: val_loss improved from 0.04233 to 0.04221, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0295 - acc: 0.4206 - val_loss: 0.0422 - val_acc: 0.6963
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0286 - acc: 0.4393Epoch 00029: val_loss improved from 0.04221 to 0.04146, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0285 - acc: 0.4357 - val_loss: 0.0415 - val_acc: 0.6963
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0280 - acc: 0.4087Epoch 00030: val_loss improved from 0.04146 to 0.04056, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0280 - acc: 0.4106 - val_loss: 0.0406 - val_acc: 0.6963
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0277 - acc: 0.4381Epoch 00031: val_loss improved from 0.04056 to 0.03986, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0277 - acc: 0.4416 - val_loss: 0.0399 - val_acc: 0.6963
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0276 - acc: 0.3918Epoch 00032: val_loss improved from 0.03986 to 0.03929, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0275 - acc: 0.3879 - val_loss: 0.0393 - val_acc: 0.6963
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0268 - acc: 0.4171Epoch 00033: val_loss improved from 0.03929 to 0.03914, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0268 - acc: 0.4141 - val_loss: 0.0391 - val_acc: 0.6963
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0264 - acc: 0.4369Epoch 00034: val_loss improved from 0.03914 to 0.03860, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0264 - acc: 0.4387 - val_loss: 0.0386 - val_acc: 0.6963
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0258 - acc: 0.4285Epoch 00035: val_loss improved from 0.03860 to 0.03770, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0258 - acc: 0.4270 - val_loss: 0.0377 - val_acc: 0.6963
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0255 - acc: 0.4519Epoch 00036: val_loss improved from 0.03770 to 0.03703, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0255 - acc: 0.4498 - val_loss: 0.0370 - val_acc: 0.6963
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0249 - acc: 0.4459Epoch 00037: val_loss improved from 0.03703 to 0.03646, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0249 - acc: 0.4422 - val_loss: 0.0365 - val_acc: 0.6963
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0247 - acc: 0.4339Epoch 00038: val_loss improved from 0.03646 to 0.03594, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0247 - acc: 0.4346 - val_loss: 0.0359 - val_acc: 0.6963
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0240 - acc: 0.4700Epoch 00039: val_loss improved from 0.03594 to 0.03553, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0241 - acc: 0.4702 - val_loss: 0.0355 - val_acc: 0.6963
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0239 - acc: 0.4351Epoch 00040: val_loss improved from 0.03553 to 0.03470, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0240 - acc: 0.4340 - val_loss: 0.0347 - val_acc: 0.6963
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0232 - acc: 0.4712Epoch 00041: val_loss improved from 0.03470 to 0.03397, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0232 - acc: 0.4743 - val_loss: 0.0340 - val_acc: 0.6963
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0234 - acc: 0.4615Epoch 00042: val_loss improved from 0.03397 to 0.03395, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0234 - acc: 0.4614 - val_loss: 0.0340 - val_acc: 0.6963
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0228 - acc: 0.4657Epoch 00043: val_loss improved from 0.03395 to 0.03344, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0229 - acc: 0.4667 - val_loss: 0.0334 - val_acc: 0.6963
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0225 - acc: 0.4549Epoch 00044: val_loss improved from 0.03344 to 0.03285, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0225 - acc: 0.4556 - val_loss: 0.0328 - val_acc: 0.6963
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0227 - acc: 0.4531Epoch 00045: val_loss improved from 0.03285 to 0.03218, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0227 - acc: 0.4521 - val_loss: 0.0322 - val_acc: 0.6963
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0222 - acc: 0.4597Epoch 00046: val_loss improved from 0.03218 to 0.03195, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0222 - acc: 0.4574 - val_loss: 0.0320 - val_acc: 0.6963
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0217 - acc: 0.4790Epoch 00047: val_loss improved from 0.03195 to 0.03164, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0217 - acc: 0.4766 - val_loss: 0.0316 - val_acc: 0.6963
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0215 - acc: 0.4808Epoch 00048: val_loss improved from 0.03164 to 0.03114, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0215 - acc: 0.4801 - val_loss: 0.0311 - val_acc: 0.6963
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0216 - acc: 0.4663Epoch 00049: val_loss improved from 0.03114 to 0.03038, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0216 - acc: 0.4655 - val_loss: 0.0304 - val_acc: 0.6963
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0209 - acc: 0.5012Epoch 00050: val_loss improved from 0.03038 to 0.03005, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0209 - acc: 0.4977 - val_loss: 0.0300 - val_acc: 0.6963
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0208 - acc: 0.4754Epoch 00051: val_loss improved from 0.03005 to 0.02964, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0208 - acc: 0.4725 - val_loss: 0.0296 - val_acc: 0.6963
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0206 - acc: 0.4591Epoch 00052: val_loss improved from 0.02964 to 0.02925, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0206 - acc: 0.4579 - val_loss: 0.0293 - val_acc: 0.6963
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0202 - acc: 0.4615Epoch 00053: val_loss improved from 0.02925 to 0.02900, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0202 - acc: 0.4550 - val_loss: 0.0290 - val_acc: 0.6963
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0201 - acc: 0.4784Epoch 00054: val_loss improved from 0.02900 to 0.02831, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0201 - acc: 0.4766 - val_loss: 0.0283 - val_acc: 0.6963
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0202 - acc: 0.4802Epoch 00055: val_loss improved from 0.02831 to 0.02811, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0202 - acc: 0.4813 - val_loss: 0.0281 - val_acc: 0.6963
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0194 - acc: 0.4808Epoch 00056: val_loss improved from 0.02811 to 0.02746, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0194 - acc: 0.4813 - val_loss: 0.0275 - val_acc: 0.6963
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0193 - acc: 0.5102Epoch 00057: val_loss improved from 0.02746 to 0.02714, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0193 - acc: 0.5093 - val_loss: 0.0271 - val_acc: 0.6963
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0193 - acc: 0.5000Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0193 - acc: 0.4994 - val_loss: 0.0272 - val_acc: 0.6963
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0192 - acc: 0.5030Epoch 00059: val_loss improved from 0.02714 to 0.02645, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0191 - acc: 0.5023 - val_loss: 0.0264 - val_acc: 0.6963
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0189 - acc: 0.4820Epoch 00060: val_loss improved from 0.02645 to 0.02589, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0188 - acc: 0.4836 - val_loss: 0.0259 - val_acc: 0.6963
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0183 - acc: 0.4808Epoch 00061: val_loss improved from 0.02589 to 0.02545, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0183 - acc: 0.4778 - val_loss: 0.0255 - val_acc: 0.6963
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0185 - acc: 0.4838Epoch 00062: val_loss improved from 0.02545 to 0.02543, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0185 - acc: 0.4831 - val_loss: 0.0254 - val_acc: 0.6963
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0183 - acc: 0.4946Epoch 00063: val_loss improved from 0.02543 to 0.02508, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0183 - acc: 0.4942 - val_loss: 0.0251 - val_acc: 0.6963
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0179 - acc: 0.4796Epoch 00064: val_loss improved from 0.02508 to 0.02457, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0179 - acc: 0.4836 - val_loss: 0.0246 - val_acc: 0.6963
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0179 - acc: 0.4946Epoch 00065: val_loss improved from 0.02457 to 0.02426, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0179 - acc: 0.4942 - val_loss: 0.0243 - val_acc: 0.6963
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0175 - acc: 0.5096Epoch 00066: val_loss improved from 0.02426 to 0.02416, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0175 - acc: 0.5041 - val_loss: 0.0242 - val_acc: 0.6963
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0177 - acc: 0.5054Epoch 00067: val_loss improved from 0.02416 to 0.02380, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0177 - acc: 0.5041 - val_loss: 0.0238 - val_acc: 0.6963
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0175 - acc: 0.4922Epoch 00068: val_loss improved from 0.02380 to 0.02340, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0176 - acc: 0.4924 - val_loss: 0.0234 - val_acc: 0.6963
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0174 - acc: 0.4778Epoch 00069: val_loss improved from 0.02340 to 0.02275, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0174 - acc: 0.4796 - val_loss: 0.0228 - val_acc: 0.6963
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0173 - acc: 0.4850Epoch 00070: val_loss improved from 0.02275 to 0.02272, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0173 - acc: 0.4924 - val_loss: 0.0227 - val_acc: 0.6963
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0170 - acc: 0.5090Epoch 00071: val_loss improved from 0.02272 to 0.02247, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0170 - acc: 0.5064 - val_loss: 0.0225 - val_acc: 0.6963
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0165 - acc: 0.4964Epoch 00072: val_loss improved from 0.02247 to 0.02213, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0165 - acc: 0.5000 - val_loss: 0.0221 - val_acc: 0.6963
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0165 - acc: 0.5240Epoch 00073: val_loss improved from 0.02213 to 0.02186, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0165 - acc: 0.5275 - val_loss: 0.0219 - val_acc: 0.6963
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0166 - acc: 0.5090Epoch 00074: val_loss improved from 0.02186 to 0.02131, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0166 - acc: 0.5070 - val_loss: 0.0213 - val_acc: 0.6963
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0165 - acc: 0.5144Epoch 00075: val_loss improved from 0.02131 to 0.02125, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0165 - acc: 0.5123 - val_loss: 0.0212 - val_acc: 0.6963
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0163 - acc: 0.5186Epoch 00076: val_loss improved from 0.02125 to 0.02100, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0162 - acc: 0.5216 - val_loss: 0.0210 - val_acc: 0.6963
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0158 - acc: 0.4964Epoch 00077: val_loss improved from 0.02100 to 0.02064, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0158 - acc: 0.4965 - val_loss: 0.0206 - val_acc: 0.6963
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0157 - acc: 0.5114Epoch 00078: val_loss improved from 0.02064 to 0.02017, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0158 - acc: 0.5099 - val_loss: 0.0202 - val_acc: 0.6963
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0159 - acc: 0.4964Epoch 00079: val_loss improved from 0.02017 to 0.01999, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0158 - acc: 0.4959 - val_loss: 0.0200 - val_acc: 0.6963
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0156 - acc: 0.5024Epoch 00080: val_loss improved from 0.01999 to 0.01975, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0157 - acc: 0.5023 - val_loss: 0.0197 - val_acc: 0.6963
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0156 - acc: 0.5162Epoch 00081: val_loss improved from 0.01975 to 0.01960, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0155 - acc: 0.5164 - val_loss: 0.0196 - val_acc: 0.6963
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0155 - acc: 0.5126Epoch 00082: val_loss improved from 0.01960 to 0.01939, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0154 - acc: 0.5111 - val_loss: 0.0194 - val_acc: 0.6963
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0152 - acc: 0.5282Epoch 00083: val_loss improved from 0.01939 to 0.01899, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0152 - acc: 0.5275 - val_loss: 0.0190 - val_acc: 0.6963
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0154 - acc: 0.5054Epoch 00084: val_loss improved from 0.01899 to 0.01873, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0153 - acc: 0.5053 - val_loss: 0.0187 - val_acc: 0.6963
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0153 - acc: 0.5252Epoch 00085: val_loss improved from 0.01873 to 0.01855, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0153 - acc: 0.5216 - val_loss: 0.0186 - val_acc: 0.6963
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0149 - acc: 0.5343Epoch 00086: val_loss improved from 0.01855 to 0.01822, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0149 - acc: 0.5310 - val_loss: 0.0182 - val_acc: 0.6963
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0151 - acc: 0.5084Epoch 00087: val_loss improved from 0.01822 to 0.01821, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0150 - acc: 0.5070 - val_loss: 0.0182 - val_acc: 0.6963
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0148 - acc: 0.5162Epoch 00088: val_loss improved from 0.01821 to 0.01781, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0148 - acc: 0.5158 - val_loss: 0.0178 - val_acc: 0.6963
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0147 - acc: 0.5156Epoch 00089: val_loss improved from 0.01781 to 0.01769, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0148 - acc: 0.5152 - val_loss: 0.0177 - val_acc: 0.6963
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0145 - acc: 0.5126Epoch 00090: val_loss improved from 0.01769 to 0.01752, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0144 - acc: 0.5134 - val_loss: 0.0175 - val_acc: 0.6963
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0146 - acc: 0.5463Epoch 00091: val_loss improved from 0.01752 to 0.01725, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0146 - acc: 0.5438 - val_loss: 0.0172 - val_acc: 0.6963
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0146 - acc: 0.5024Epoch 00092: val_loss improved from 0.01725 to 0.01709, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0146 - acc: 0.5018 - val_loss: 0.0171 - val_acc: 0.6963
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0143 - acc: 0.5421Epoch 00093: val_loss improved from 0.01709 to 0.01674, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0143 - acc: 0.5403 - val_loss: 0.0167 - val_acc: 0.6963
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0143 - acc: 0.5294Epoch 00094: val_loss improved from 0.01674 to 0.01656, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0144 - acc: 0.5292 - val_loss: 0.0166 - val_acc: 0.6963
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0140 - acc: 0.5541Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0140 - acc: 0.5537 - val_loss: 0.0166 - val_acc: 0.6963
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0140 - acc: 0.5312Epoch 00096: val_loss improved from 0.01656 to 0.01622, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0140 - acc: 0.5304 - val_loss: 0.0162 - val_acc: 0.6963
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0140 - acc: 0.5282Epoch 00097: val_loss improved from 0.01622 to 0.01603, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0140 - acc: 0.5292 - val_loss: 0.0160 - val_acc: 0.6963
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0138 - acc: 0.5451Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0138 - acc: 0.5456 - val_loss: 0.0161 - val_acc: 0.6963
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0136 - acc: 0.5240Epoch 00099: val_loss improved from 0.01603 to 0.01555, saving model to SGD_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0136 - acc: 0.5275 - val_loss: 0.0155 - val_acc: 0.6963
Running Optimizer: RMSprop
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0365 - acc: 0.5517Epoch 00000: val_loss improved from inf to 0.01197, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0358 - acc: 0.5508 - val_loss: 0.0120 - val_acc: 0.6963
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0083 - acc: 0.6166Epoch 00001: val_loss improved from 0.01197 to 0.00471, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0084 - acc: 0.6180 - val_loss: 0.0047 - val_acc: 0.6963
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0071 - acc: 0.6376Epoch 00002: val_loss improved from 0.00471 to 0.00442, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0070 - acc: 0.6384 - val_loss: 0.0044 - val_acc: 0.6963
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0060 - acc: 0.6881Epoch 00003: val_loss improved from 0.00442 to 0.00431, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0060 - acc: 0.6863 - val_loss: 0.0043 - val_acc: 0.6963
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0054 - acc: 0.6905Epoch 00004: val_loss improved from 0.00431 to 0.00424, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0054 - acc: 0.6893 - val_loss: 0.0042 - val_acc: 0.6963
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0053 - acc: 0.7043Epoch 00005: val_loss improved from 0.00424 to 0.00420, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0052 - acc: 0.7062 - val_loss: 0.0042 - val_acc: 0.6963
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0048 - acc: 0.6995Epoch 00006: val_loss improved from 0.00420 to 0.00383, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0048 - acc: 0.7027 - val_loss: 0.0038 - val_acc: 0.6963
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0044 - acc: 0.7097Epoch 00007: val_loss improved from 0.00383 to 0.00357, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0044 - acc: 0.7074 - val_loss: 0.0036 - val_acc: 0.6963
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0040 - acc: 0.7079Epoch 00008: val_loss improved from 0.00357 to 0.00314, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0040 - acc: 0.7074 - val_loss: 0.0031 - val_acc: 0.6963
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0038 - acc: 0.7115Epoch 00009: val_loss improved from 0.00314 to 0.00258, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0038 - acc: 0.7068 - val_loss: 0.0026 - val_acc: 0.7009
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0035 - acc: 0.7055Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0035 - acc: 0.7074 - val_loss: 0.0029 - val_acc: 0.6963
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0032 - acc: 0.7085Epoch 00011: val_loss improved from 0.00258 to 0.00232, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0032 - acc: 0.7097 - val_loss: 0.0023 - val_acc: 0.6986
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0031 - acc: 0.7139Epoch 00012: val_loss improved from 0.00232 to 0.00221, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0031 - acc: 0.7155 - val_loss: 0.0022 - val_acc: 0.7150
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0029 - acc: 0.7085Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0029 - acc: 0.7079 - val_loss: 0.0024 - val_acc: 0.6963
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7121Epoch 00014: val_loss improved from 0.00221 to 0.00193, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0027 - acc: 0.7114 - val_loss: 0.0019 - val_acc: 0.7033
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0027 - acc: 0.7218Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0027 - acc: 0.7214 - val_loss: 0.0019 - val_acc: 0.7056
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0026 - acc: 0.7188Epoch 00016: val_loss improved from 0.00193 to 0.00191, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0026 - acc: 0.7185 - val_loss: 0.0019 - val_acc: 0.7103
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0025 - acc: 0.7175Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0025 - acc: 0.7179 - val_loss: 0.0019 - val_acc: 0.7126
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7115Epoch 00018: val_loss improved from 0.00191 to 0.00174, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0023 - acc: 0.7132 - val_loss: 0.0017 - val_acc: 0.7243
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7272Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0023 - acc: 0.7296 - val_loss: 0.0022 - val_acc: 0.6986
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0023 - acc: 0.7133Epoch 00020: val_loss improved from 0.00174 to 0.00170, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0023 - acc: 0.7132 - val_loss: 0.0017 - val_acc: 0.7196
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7266Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0022 - acc: 0.7290 - val_loss: 0.0025 - val_acc: 0.7056
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7380Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0021 - acc: 0.7377 - val_loss: 0.0017 - val_acc: 0.7079
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0022 - acc: 0.7194Epoch 00023: val_loss improved from 0.00170 to 0.00156, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0021 - acc: 0.7220 - val_loss: 0.0016 - val_acc: 0.7173
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0021 - acc: 0.7326Epoch 00024: val_loss improved from 0.00156 to 0.00154, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0021 - acc: 0.7319 - val_loss: 0.0015 - val_acc: 0.7243
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0020 - acc: 0.7181Epoch 00025: val_loss improved from 0.00154 to 0.00149, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0020 - acc: 0.7190 - val_loss: 0.0015 - val_acc: 0.7220
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7356Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0019 - acc: 0.7348 - val_loss: 0.0016 - val_acc: 0.7150
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7224Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0019 - acc: 0.7237 - val_loss: 0.0019 - val_acc: 0.7407
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0019 - acc: 0.7452Epoch 00028: val_loss improved from 0.00149 to 0.00141, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0019 - acc: 0.7471 - val_loss: 0.0014 - val_acc: 0.7266
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7440Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0018 - acc: 0.7418 - val_loss: 0.0015 - val_acc: 0.7290
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7392Epoch 00030: val_loss improved from 0.00141 to 0.00139, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0018 - acc: 0.7389 - val_loss: 0.0014 - val_acc: 0.7313
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7446Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0018 - acc: 0.7412 - val_loss: 0.0017 - val_acc: 0.7243
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7404Epoch 00032: val_loss improved from 0.00139 to 0.00136, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0018 - acc: 0.7412 - val_loss: 0.0014 - val_acc: 0.7453
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0018 - acc: 0.7518Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0018 - acc: 0.7529 - val_loss: 0.0015 - val_acc: 0.7266
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7506Epoch 00034: val_loss improved from 0.00136 to 0.00130, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0017 - acc: 0.7500 - val_loss: 0.0013 - val_acc: 0.7500
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7422Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0017 - acc: 0.7418 - val_loss: 0.0015 - val_acc: 0.7383
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7494Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0017 - acc: 0.7500 - val_loss: 0.0014 - val_acc: 0.7453
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0017 - acc: 0.7338Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0017 - acc: 0.7371 - val_loss: 0.0015 - val_acc: 0.7523
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7428Epoch 00038: val_loss improved from 0.00130 to 0.00120, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0016 - acc: 0.7418 - val_loss: 0.0012 - val_acc: 0.7617
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7494Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0016 - acc: 0.7488 - val_loss: 0.0013 - val_acc: 0.7430
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7530Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0016 - acc: 0.7529 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7554Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0016 - acc: 0.7564 - val_loss: 0.0013 - val_acc: 0.7640
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7530Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0016 - acc: 0.7518 - val_loss: 0.0013 - val_acc: 0.7547
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7542Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0015 - acc: 0.7529 - val_loss: 0.0012 - val_acc: 0.7757
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7572Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0015 - acc: 0.7558 - val_loss: 0.0012 - val_acc: 0.7570
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7578Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0015 - acc: 0.7558 - val_loss: 0.0014 - val_acc: 0.7523
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7692Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0015 - acc: 0.7669 - val_loss: 0.0012 - val_acc: 0.7593
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7458Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0015 - acc: 0.7471 - val_loss: 0.0012 - val_acc: 0.7710
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7584Epoch 00048: val_loss improved from 0.00120 to 0.00120, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0015 - acc: 0.7593 - val_loss: 0.0012 - val_acc: 0.7687
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7548Epoch 00049: val_loss improved from 0.00120 to 0.00119, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7564 - val_loss: 0.0012 - val_acc: 0.7687
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7536Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0014 - acc: 0.7558 - val_loss: 0.0012 - val_acc: 0.7593
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7620Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0015 - acc: 0.7617 - val_loss: 0.0013 - val_acc: 0.7734
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7596Epoch 00052: val_loss improved from 0.00119 to 0.00116, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7605 - val_loss: 0.0012 - val_acc: 0.7383
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7536Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7564 - val_loss: 0.0012 - val_acc: 0.7664
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7656Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0014 - acc: 0.7640 - val_loss: 0.0012 - val_acc: 0.7734
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7614Epoch 00055: val_loss improved from 0.00116 to 0.00113, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7617 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7548Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0014 - acc: 0.7547 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7644Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7652 - val_loss: 0.0013 - val_acc: 0.7664
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7656Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7652 - val_loss: 0.0012 - val_acc: 0.7687
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7512Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7529 - val_loss: 0.0013 - val_acc: 0.7944
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7674Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7669 - val_loss: 0.0014 - val_acc: 0.7687
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7728Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7704 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7620Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0014 - acc: 0.7634 - val_loss: 0.0013 - val_acc: 0.7617
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7668Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0013 - acc: 0.7629 - val_loss: 0.0012 - val_acc: 0.7617
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0014 - acc: 0.7788Epoch 00064: val_loss improved from 0.00113 to 0.00112, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7786 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7566Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7593 - val_loss: 0.0012 - val_acc: 0.7617
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7530Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7518 - val_loss: 0.0012 - val_acc: 0.7664
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7788- ETA: 2s - loss: 0.0Epoch 00067: val_loss improved from 0.00112 to 0.00109, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7775 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7758Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7739 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7752Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7763 - val_loss: 0.0011 - val_acc: 0.7710
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7782Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7775 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7686Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0013 - acc: 0.7664 - val_loss: 0.0011 - val_acc: 0.7687
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7885Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7868 - val_loss: 0.0012 - val_acc: 0.7780
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7740Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7763 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7722Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0013 - acc: 0.7722 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7806Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7821 - val_loss: 0.0012 - val_acc: 0.7734
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7897Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0013 - acc: 0.7915 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7710Epoch 00077: val_loss improved from 0.00109 to 0.00109, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7716 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7800Epoch 00078: val_loss improved from 0.00109 to 0.00109, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7804 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7861Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7839 - val_loss: 0.0012 - val_acc: 0.7780
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7620Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0013 - acc: 0.7640 - val_loss: 0.0012 - val_acc: 0.7664
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7819Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7833 - val_loss: 0.0012 - val_acc: 0.7780
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7782Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7786 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7770Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7751 - val_loss: 0.0012 - val_acc: 0.7757
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7861Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0013 - acc: 0.7868 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7692Epoch 00085: val_loss improved from 0.00109 to 0.00108, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7704 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7722Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7699 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7873Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7856 - val_loss: 0.0012 - val_acc: 0.7780
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7867Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7874 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7770Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7775 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7782Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7786 - val_loss: 0.0015 - val_acc: 0.7734
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7843Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7839 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7740Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7763 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7963Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7973 - val_loss: 0.0012 - val_acc: 0.7804
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7957Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7956 - val_loss: 0.0011 - val_acc: 0.7804
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7903Epoch 00095: val_loss improved from 0.00108 to 0.00108, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7886 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7909Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7880 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7855Epoch 00097: val_loss improved from 0.00108 to 0.00107, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7856 - val_loss: 0.0011 - val_acc: 0.7780
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7819Epoch 00098: val_loss improved from 0.00107 to 0.00106, saving model to RMSprop_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7821 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7855Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7845 - val_loss: 0.0012 - val_acc: 0.7967
Running Optimizer: Adagrad
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0039 - acc: 0.7145Epoch 00000: val_loss improved from inf to 0.00174, saving model to Adagrad_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0038 - acc: 0.7196 - val_loss: 0.0017 - val_acc: 0.7640
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7518Epoch 00001: val_loss improved from 0.00174 to 0.00128, saving model to Adagrad_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0015 - acc: 0.7553 - val_loss: 0.0013 - val_acc: 0.7757
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7776Epoch 00002: val_loss improved from 0.00128 to 0.00109, saving model to Adagrad_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7763 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7698Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0013 - acc: 0.7704 - val_loss: 0.0012 - val_acc: 0.7804
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7764Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7786 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7831Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7833 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7674Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7699 - val_loss: 0.0012 - val_acc: 0.7804
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7897Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7897 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7867Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0012 - acc: 0.7874 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7812Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0011 - val_acc: 0.7804
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7752Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7751 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7792 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7698Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7722 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7969Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7956 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00014: val_loss improved from 0.00109 to 0.00107, saving model to Adagrad_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7909 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7891Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7909 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 00016: val_loss improved from 0.00107 to 0.00103, saving model to Adagrad_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0010 - val_acc: 0.7874
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7891Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7909 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7909Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7926 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8083Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8061 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7800Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7734Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7716 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7849Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7850 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7867Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7862 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7776Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7786 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7945Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7967 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7897 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7903Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7891 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8017Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8020 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7927Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7926 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7885Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7886 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7861Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7880 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7885Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7897 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7939Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7944 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7861Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7845 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7903Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7915 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7843Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7833 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7897Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7921 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7849Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7850 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7939Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7944 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7831Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7850 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7975Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7956 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7967 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7897 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7981Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7961 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8005Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8032 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7880 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7831Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7856 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7963Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7967 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8035Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8043 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7855- ETA: 2s - loss: Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7862 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7939Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7944 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7903 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7909Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7932 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8029Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7800Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7969Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7979 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7961 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7963Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7996 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8023Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8026 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8029Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8020 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7987Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7979 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7873Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7891 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7927Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7921 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7885Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7909 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7921Epoch 00066: val_loss improved from 0.00103 to 0.00102, saving model to Adagrad_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7926 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7903Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7909 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7969Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7938 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7969Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7996 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7957Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7973 - val_loss: 0.0010 - val_acc: 0.7967
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8053Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8072 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7921Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7921 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8041Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8037 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7879Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7874 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7975Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7967 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8029Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8037 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7999Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7996 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7981Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8002 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8059 Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8049 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8047Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8061 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9870e-04 - acc: 0.8047Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.9797e-04 - acc: 0.8032 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7915 Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7903 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8011Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8014 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8017Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8043 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7927Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7932 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7951Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7973 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8065Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8078 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8011Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8008 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7945Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7944 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7951Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7956 - val_loss: 0.0010 - val_acc: 0.7967
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8035Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8037 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7837Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7850 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7945Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7944 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7921Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7926 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9926e-04 - acc: 0.8149Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9760e-04 - acc: 0.8131 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7987Epoch 00096: val_loss improved from 0.00102 to 0.00101, saving model to Adagrad_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7967 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7993Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7985 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7885 Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7891 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7969Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7991 - val_loss: 0.0010 - val_acc: 0.8131
Running Optimizer: Adadelta
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8083Epoch 00000: val_loss improved from inf to 0.00106, saving model to Adadelta_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8067 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8125Epoch 00001: val_loss improved from 0.00106 to 0.00104, saving model to Adadelta_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8154 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.783 - ETA: 0s - loss: 0.0010 - acc: 0.7831Epoch 00002: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7839 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7981Epoch 00003: val_loss improved from 0.00104 to 0.00102, saving model to Adadelta_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7979 - val_loss: 0.0010 - val_acc: 0.8178
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9784e-04 - acc: 0.7921Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7921 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8068e-04 - acc: 0.8023Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8978e-04 - acc: 0.8049 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9522e-04 - acc: 0.7921Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7909 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8029Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8037 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9178e-04 - acc: 0.7969Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7967 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8004e-04 - acc: 0.8071Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8204e-04 - acc: 0.8049 - val_loss: 0.0010 - val_acc: 0.8178
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9951e-04 - acc: 0.8029Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8020 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7891 Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7897 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7933Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7938 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8107Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8102 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8029 Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8026 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9364e-04 - acc: 0.7981Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9497e-04 - acc: 0.7979 - val_loss: 0.0010 - val_acc: 0.8178
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7873 Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7868 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8149Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8160 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9919e-04 - acc: 0.7873Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9756e-04 - acc: 0.7874 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7981Epoch 00019: val_loss improved from 0.00102 to 0.00101, saving model to Adadelta_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8002 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8167Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8148 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7969Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7973 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9150e-04 - acc: 0.7951Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9348e-04 - acc: 0.7944 - val_loss: 0.0011 - val_acc: 0.8178
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7975Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9948e-04 - acc: 0.7985 - val_loss: 0.0011 - val_acc: 0.8178
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7993Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7991 - val_loss: 0.0010 - val_acc: 0.8178
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8065Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8049 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.816 - ETA: 0s - loss: 0.0010 - acc: 0.8161Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9770e-04 - acc: 0.8178 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7933Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7950 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7945Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7932 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9868e-04 - acc: 0.8041Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9737e-04 - acc: 0.8055 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7993Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8008 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7957Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7991 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8077Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8078 - val_loss: 0.0010 - val_acc: 0.8178
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7957Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7956 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8131Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8137 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9859e-04 - acc: 0.8035Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9851e-04 - acc: 0.8061 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7903Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7915 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9401e-04 - acc: 0.7969Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9193e-04 - acc: 0.7973 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7957Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7956 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7927Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7944 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8155Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8119 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7963Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7950 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9506e-04 - acc: 0.8017Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9346e-04 - acc: 0.8014 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8209 Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9931e-04 - acc: 0.8178 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7981Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7979 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8029Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8043 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7969 Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7967 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8929e-04 - acc: 0.8083Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8850e-04 - acc: 0.8078 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8131Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8143 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9653e-04 - acc: 0.7939Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.9754e-04 - acc: 0.7956 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8167Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8201 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8107Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8096 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8065 Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8084 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8119 Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8119 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7993Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7996 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7951 Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7938 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9734e-04 - acc: 0.7939Epoch 00056: val_loss improved from 0.00101 to 0.00101, saving model to Adadelta_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7915 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9998e-04 - acc: 0.8041Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9581e-04 - acc: 0.8061 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7957Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7979 - val_loss: 0.0010 - val_acc: 0.8154
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7885Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7897 - val_loss: 0.0010 - val_acc: 0.8154
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7933Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7950 - val_loss: 0.0010 - val_acc: 0.8201
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7873Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7868 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7963Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7950 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7975Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7961 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8011Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8026 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8769e-04 - acc: 0.8173Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8588e-04 - acc: 0.8178 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7909 Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7921 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.7832e-04 - acc: 0.7957Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.7655e-04 - acc: 0.7961 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8089Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8096 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8005Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8002 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7867Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7862 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8958e-04 - acc: 0.8011Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9598e-04 - acc: 0.8032 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9539e-04 - acc: 0.7987Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9428e-04 - acc: 0.7985 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7891Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7874 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7915 Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7897 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8095Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8090 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8023Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8037 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7867Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7868 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7969Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7991 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7921 Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7932 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8005Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8008 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8035 Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8043 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8047Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8049 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7825Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7821 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8113Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8107 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7794Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7815 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8155Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8148 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7993Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8008 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8053Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8061 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8017Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8002 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9396e-04 - acc: 0.8053Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9813e-04 - acc: 0.8067 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8531e-04 - acc: 0.8143Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8886e-04 - acc: 0.8148 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9054e-04 - acc: 0.8065Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.9599e-04 - acc: 0.8078 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7975 Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7985 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8011Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8014 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8011Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8014 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8017 Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8026 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8036e-04 - acc: 0.8125Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8034e-04 - acc: 0.8125 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8357e-04 - acc: 0.8113Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8910e-04 - acc: 0.8125 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7909- ETA: 3s - lossEpoch 00099: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7926 - val_loss: 0.0010 - val_acc: 0.8084
Running Optimizer: Adam
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7794Epoch 00000: val_loss improved from inf to 0.00116, saving model to Adam_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7804 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7993Epoch 00001: val_loss improved from 0.00116 to 0.00109, saving model to Adam_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7967 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7861Epoch 00002: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7862 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7993Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7979 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7891Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7868 - val_loss: 0.0012 - val_acc: 0.8061
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7849Epoch 00005: val_loss improved from 0.00109 to 0.00106, saving model to Adam_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7886 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7843Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7821 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8089Epoch 00007: val_loss improved from 0.00106 to 0.00103, saving model to Adam_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8067 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7975Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7961 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7897Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7915 - val_loss: 0.0010 - val_acc: 0.8154
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7987Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7991 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7927Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7932 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7897Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7915 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7999Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8008 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7933Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7944 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7903Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7897 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7950 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8113Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8107 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7903Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7915 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7926 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7933Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7921 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7855Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7874 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7945Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7938 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8089Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7927Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7938 - val_loss: 0.0011 - val_acc: 0.8178
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8089Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8084 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8035Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8067 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7909Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7921 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7956 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7932 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8113Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8107 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8131Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8102 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7973 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7831Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7827 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8041Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8023Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8037 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8113Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8072 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7957Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7967 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8023Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8026 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8029Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7999Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7996 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8083Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8090 - val_loss: 0.0011 - val_acc: 0.8178
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8011Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8023Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8043 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8053Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8043 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7999Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7991 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7963Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7956 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8017Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7996 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8131Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8154 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7993Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8020 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8065Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8072 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7999Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7991 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7981Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7991 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8131Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8125 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8083Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8037 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8089Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8078 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8017Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8083Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8072 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8065Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8026 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8047Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8026 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8149Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8148 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8101Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8107 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8053Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8137Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8131 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7993Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7973 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7957Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.7979 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8035Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8017Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8005Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8089Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8078 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7849Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7868 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9748e-04 - acc: 0.8059Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.9480e-04 - acc: 0.8049 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8083Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8035Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8043 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8107Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8125 - val_loss: 0.0011 - val_acc: 0.8224
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8101Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8102 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7987Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7956 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8185Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8183 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8137Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8125 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8077Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8072 - val_loss: 0.0011 - val_acc: 0.8248
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8113Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8119 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8023Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7933Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7886 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8620e-04 - acc: 0.8131Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8445e-04 - acc: 0.8143 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7933Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7944 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 1.0000e-03 - acc: 0.7999Epoch 00085: val_loss improved from 0.00103 to 0.00102, saving model to Adam_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 9.9945e-04 - acc: 0.7991 - val_loss: 0.0010 - val_acc: 0.7921
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8107Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0010 - acc: 0.8084 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8191Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8143 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8113Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8131 - val_loss: 0.0011 - val_acc: 0.7757
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8095 Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8125 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7981Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8008 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8972e-04 - acc: 0.8029Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8952e-04 - acc: 0.8008 - val_loss: 0.0010 - val_acc: 0.7897
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8083 Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8090 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9599e-04 - acc: 0.8047Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.9391e-04 - acc: 0.8037 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9427e-04 - acc: 0.8113Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9378e-04 - acc: 0.8137 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8005Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.9871e-04 - acc: 0.8032 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9780e-04 - acc: 0.8101Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9814e-04 - acc: 0.8131 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.9283e-04 - acc: 0.8185Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.9381e-04 - acc: 0.8148 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8065Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8067 - val_loss: 0.0011 - val_acc: 0.7734
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8047Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8049 - val_loss: 0.0011 - val_acc: 0.7827
Running Optimizer: Adamax
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8119Epoch 00000: val_loss improved from inf to 0.00114, saving model to Adamax_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8137 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8161Epoch 00001: val_loss improved from 0.00114 to 0.00108, saving model to Adamax_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8154 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8407e-04 - acc: 0.8179Epoch 00002: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8673e-04 - acc: 0.8178 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.7852e-04 - acc: 0.8011Epoch 00003: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.7872e-04 - acc: 0.8008 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6293e-04 - acc: 0.8107Epoch 00004: val_loss improved from 0.00108 to 0.00103, saving model to Adamax_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 9.6590e-04 - acc: 0.8102 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.7216e-04 - acc: 0.8101Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.7206e-04 - acc: 0.8084 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6134e-04 - acc: 0.8023Epoch 00006: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5919e-04 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.8201
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6044e-04 - acc: 0.8071Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5925e-04 - acc: 0.8067 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.7181e-04 - acc: 0.8107Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.7059e-04 - acc: 0.8102 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4585e-04 - acc: 0.8197Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4692e-04 - acc: 0.8201 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5797e-04 - acc: 0.8125Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5628e-04 - acc: 0.8137 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6651e-04 - acc: 0.8023Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.6548e-04 - acc: 0.8026 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5926e-04 - acc: 0.8155Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5636e-04 - acc: 0.8148 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6750e-04 - acc: 0.8125Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.7370e-04 - acc: 0.8107 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3917e-04 - acc: 0.8197Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3889e-04 - acc: 0.8218 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.7066e-04 - acc: 0.8089Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.6627e-04 - acc: 0.8102 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5764e-04 - acc: 0.8035Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5679e-04 - acc: 0.8043 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3546e-04 - acc: 0.8191Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3379e-04 - acc: 0.8189 - val_loss: 0.0010 - val_acc: 0.7967
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4890e-04 - acc: 0.8131Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5020e-04 - acc: 0.8131 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4482e-04 - acc: 0.8101Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.4704e-04 - acc: 0.8107 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6405e-04 - acc: 0.8023Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.6598e-04 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5968e-04 - acc: 0.7987Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5962e-04 - acc: 0.7991 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4755e-04 - acc: 0.8119Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4665e-04 - acc: 0.8113 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4264e-04 - acc: 0.8155Epoch 00023: val_loss improved from 0.00103 to 0.00102, saving model to Adamax_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 9.4585e-04 - acc: 0.8160 - val_loss: 0.0010 - val_acc: 0.8178
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5960e-04 - acc: 0.8107Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5838e-04 - acc: 0.8107 - val_loss: 0.0010 - val_acc: 0.8061
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4978e-04 - acc: 0.8251Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.5018e-04 - acc: 0.8248 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6400e-04 - acc: 0.8191Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.6584e-04 - acc: 0.8189 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6990e-04 - acc: 0.8047Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.6765e-04 - acc: 0.8049 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5087e-04 - acc: 0.8185Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.5036e-04 - acc: 0.8178 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5968e-04 - acc: 0.8083Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5173e-04 - acc: 0.8096 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3800e-04 - acc: 0.8209Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3328e-04 - acc: 0.8242 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4446e-04 - acc: 0.8029Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.4813e-04 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.8384e-04 - acc: 0.8125Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.8419e-04 - acc: 0.8090 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6992e-04 - acc: 0.8221Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.6489e-04 - acc: 0.8242 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2968e-04 - acc: 0.8143Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3110e-04 - acc: 0.8148 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.6360e-04 - acc: 0.8029Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.6034e-04 - acc: 0.8037 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4673e-04 - acc: 0.8293Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4281e-04 - acc: 0.8300 - val_loss: 0.0010 - val_acc: 0.7944
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2875e-04 - acc: 0.8221Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3820e-04 - acc: 0.8213 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4522e-04 - acc: 0.8101Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4064e-04 - acc: 0.8090 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4869e-04 - acc: 0.8149Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4981e-04 - acc: 0.8148 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3616e-04 - acc: 0.8137Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.4184e-04 - acc: 0.8137 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2618e-04 - acc: 0.8137Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2877e-04 - acc: 0.8137 - val_loss: 0.0010 - val_acc: 0.7991
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4260e-04 - acc: 0.8185Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4129e-04 - acc: 0.8183 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2998e-04 - acc: 0.8095Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2947e-04 - acc: 0.8090 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5724e-04 - acc: 0.8131Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.5642e-04 - acc: 0.8125 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3368e-04 - acc: 0.8227Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3618e-04 - acc: 0.8218 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3830e-04 - acc: 0.8131Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3568e-04 - acc: 0.8143 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3784e-04 - acc: 0.8239Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3612e-04 - acc: 0.8236 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3118e-04 - acc: 0.8161Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2562e-04 - acc: 0.8189 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3497e-04 - acc: 0.8233Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3829e-04 - acc: 0.8230 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5112e-04 - acc: 0.8065Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5434e-04 - acc: 0.8090 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3530e-04 - acc: 0.8137Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3920e-04 - acc: 0.8107 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4495e-04 - acc: 0.8065Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4564e-04 - acc: 0.8061 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5540e-04 - acc: 0.8161Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.5253e-04 - acc: 0.8183 - val_loss: 0.0010 - val_acc: 0.8107
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5618e-04 - acc: 0.8023Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.5750e-04 - acc: 0.8002 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4601e-04 - acc: 0.8095Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.4137e-04 - acc: 0.8102 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3347e-04 - acc: 0.8065Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3939e-04 - acc: 0.8061 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.1748e-04 - acc: 0.8209Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2110e-04 - acc: 0.8189 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2360e-04 - acc: 0.8185Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2730e-04 - acc: 0.8189 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3834e-04 - acc: 0.8305Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.4200e-04 - acc: 0.8318 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4293e-04 - acc: 0.8131Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3923e-04 - acc: 0.8107 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5522e-04 - acc: 0.7999Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.5923e-04 - acc: 0.8008 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3897e-04 - acc: 0.8047Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3424e-04 - acc: 0.8078 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4778e-04 - acc: 0.8245Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4805e-04 - acc: 0.8224 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4018e-04 - acc: 0.8239Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.4519e-04 - acc: 0.8207 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2805e-04 - acc: 0.8209Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.2956e-04 - acc: 0.8183 - val_loss: 0.0010 - val_acc: 0.8084
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3113e-04 - acc: 0.8257Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.2698e-04 - acc: 0.8259 - val_loss: 0.0010 - val_acc: 0.7897
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3222e-04 - acc: 0.8137Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3318e-04 - acc: 0.8143 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3526e-04 - acc: 0.8071Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3298e-04 - acc: 0.8102 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.1916e-04 - acc: 0.8143Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.2155e-04 - acc: 0.8143 - val_loss: 0.0010 - val_acc: 0.8014
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2253e-04 - acc: 0.8059Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2653e-04 - acc: 0.8078 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3057e-04 - acc: 0.8119Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3326e-04 - acc: 0.8125 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.5040e-04 - acc: 0.8251Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4901e-04 - acc: 0.8259 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4175e-04 - acc: 0.8161Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4096e-04 - acc: 0.8143 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3608e-04 - acc: 0.8071Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3936e-04 - acc: 0.8090 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.1272e-04 - acc: 0.8119Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.1384e-04 - acc: 0.8102 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3731e-04 - acc: 0.8233Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3771e-04 - acc: 0.8224 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.1669e-04 - acc: 0.8101Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2132e-04 - acc: 0.8119 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3549e-04 - acc: 0.8101Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3632e-04 - acc: 0.8084 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3220e-04 - acc: 0.8275Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3964e-04 - acc: 0.8218 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2187e-04 - acc: 0.8125Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2599e-04 - acc: 0.8119 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4953e-04 - acc: 0.8155Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.5370e-04 - acc: 0.8166 - val_loss: 0.0010 - val_acc: 0.8131
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.1899e-04 - acc: 0.8287Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.2296e-04 - acc: 0.8277 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.1647e-04 - acc: 0.8071Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.1690e-04 - acc: 0.8061 - val_loss: 0.0011 - val_acc: 0.8154
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2583e-04 - acc: 0.8287Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3025e-04 - acc: 0.8283 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2725e-04 - acc: 0.8215Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.2783e-04 - acc: 0.8213 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2294e-04 - acc: 0.8035Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.2204e-04 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.1393e-04 - acc: 0.8203Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.1472e-04 - acc: 0.8201 - val_loss: 0.0011 - val_acc: 0.8061
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2391e-04 - acc: 0.7951Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.3051e-04 - acc: 0.7967 - val_loss: 0.0010 - val_acc: 0.8201
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2018e-04 - acc: 0.8245Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2308e-04 - acc: 0.8248 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2772e-04 - acc: 0.8209Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3036e-04 - acc: 0.8201 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 8.9026e-04 - acc: 0.8179Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 8.9821e-04 - acc: 0.8154 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2362e-04 - acc: 0.8281Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2992e-04 - acc: 0.8242 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3184e-04 - acc: 0.8287Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.3169e-04 - acc: 0.8265 - val_loss: 0.0010 - val_acc: 0.8037
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2566e-04 - acc: 0.8065Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2776e-04 - acc: 0.8072 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.0629e-04 - acc: 0.8113Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.0990e-04 - acc: 0.8072 - val_loss: 0.0011 - val_acc: 0.8107
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2113e-04 - acc: 0.8113Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.2151e-04 - acc: 0.8096 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.3027e-04 - acc: 0.8143Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 9.2778e-04 - acc: 0.8160 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.4354e-04 - acc: 0.8161Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.4330e-04 - acc: 0.8154 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 9.2893e-04 - acc: 0.8245Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 9.2738e-04 - acc: 0.8242 - val_loss: 0.0011 - val_acc: 0.8037
Running Optimizer: Nadam
Train on 1712 samples, validate on 428 samples
Epoch 1/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8125Epoch 00000: val_loss improved from inf to 0.00116, saving model to Nadam_weights_best.hdf5
1712/1712 [==============================] - 5s - loss: 0.0010 - acc: 0.8113 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 2/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8065- ETA: 0s - loss: 0.0011 - acc: 0.80Epoch 00001: val_loss improved from 0.00116 to 0.00112, saving model to Nadam_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8084 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 3/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8023Epoch 00002: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8032 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 4/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7993Epoch 00003: val_loss improved from 0.00112 to 0.00111, saving model to Nadam_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7973 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 5/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7999Epoch 00004: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 6/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8119Epoch 00005: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8119 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 7/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8065Epoch 00006: val_loss improved from 0.00111 to 0.00106, saving model to Nadam_weights_best.hdf5
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.8201
Epoch 8/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7861Epoch 00007: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0013 - acc: 0.7839 - val_loss: 0.0026 - val_acc: 0.7266
Epoch 9/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0015 - acc: 0.7746Epoch 00008: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0014 - acc: 0.7722 - val_loss: 0.0012 - val_acc: 0.8084
Epoch 10/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.7951Epoch 00009: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.7938 - val_loss: 0.0011 - val_acc: 0.8084
Epoch 11/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0013 - acc: 0.7915Epoch 00010: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0013 - acc: 0.7915 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 12/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7975Epoch 00011: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7979 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 13/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7933Epoch 00012: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7950 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 14/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7963Epoch 00013: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7961 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 15/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8185Epoch 00014: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8183 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 16/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8029Epoch 00015: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8014 - val_loss: 0.0012 - val_acc: 0.8061
Epoch 17/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8011Epoch 00016: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8008 - val_loss: 0.0013 - val_acc: 0.7991
Epoch 18/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8023Epoch 00017: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8026 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 19/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8107Epoch 00018: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8131 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 20/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8005Epoch 00019: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8002 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 21/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7921Epoch 00020: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7915 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 22/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8137Epoch 00021: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8166 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 23/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8011Epoch 00022: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8002 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 24/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00023: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7944 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 25/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8047Epoch 00024: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8061 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 26/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8095Epoch 00025: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8107 - val_loss: 0.0014 - val_acc: 0.7500
Epoch 27/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7945Epoch 00026: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7961 - val_loss: 0.0011 - val_acc: 0.7944
Epoch 28/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8059Epoch 00027: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8055 - val_loss: 0.0012 - val_acc: 0.8014
Epoch 29/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8083- ETA: 0s - loss: 0.0010 - acc: Epoch 00028: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.7780
Epoch 30/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8041Epoch 00029: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8055 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 31/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8005Epoch 00030: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7996 - val_loss: 0.0011 - val_acc: 0.8037
Epoch 32/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7963Epoch 00031: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7979 - val_loss: 0.0011 - val_acc: 0.8014
Epoch 33/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7969Epoch 00032: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7967 - val_loss: 0.0015 - val_acc: 0.7453
Epoch 34/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8059Epoch 00033: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8055 - val_loss: 0.0012 - val_acc: 0.7780
Epoch 35/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7987Epoch 00034: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7979 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 36/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8125Epoch 00035: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8125 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 37/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7957Epoch 00036: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7979 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 38/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7927Epoch 00037: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7932 - val_loss: 0.0011 - val_acc: 0.7687
Epoch 39/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7951Epoch 00038: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7938 - val_loss: 0.0012 - val_acc: 0.8084
Epoch 40/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8119Epoch 00039: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8107 - val_loss: 0.0012 - val_acc: 0.8014
Epoch 41/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8107Epoch 00040: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8096 - val_loss: 0.0012 - val_acc: 0.7967
Epoch 42/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7999Epoch 00041: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8008 - val_loss: 0.0012 - val_acc: 0.8107
Epoch 43/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7993Epoch 00042: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7996 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 44/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8113Epoch 00043: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8096 - val_loss: 0.0011 - val_acc: 0.7921
Epoch 45/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0016 - acc: 0.7740Epoch 00044: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0016 - acc: 0.7734 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 46/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0012 - acc: 0.8035Epoch 00045: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0012 - acc: 0.8008 - val_loss: 0.0013 - val_acc: 0.7897
Epoch 47/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7975Epoch 00046: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7985 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 48/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7963Epoch 00047: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7979 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 49/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7933Epoch 00048: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7938 - val_loss: 0.0011 - val_acc: 0.8131
Epoch 50/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8041Epoch 00049: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8049 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 51/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7867Epoch 00050: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7903 - val_loss: 0.0013 - val_acc: 0.7944
Epoch 52/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8005Epoch 00051: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8037 - val_loss: 0.0012 - val_acc: 0.8037
Epoch 53/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8053Epoch 00052: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8043 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 54/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7981Epoch 00053: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.7973 - val_loss: 0.0013 - val_acc: 0.7710
Epoch 55/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8197Epoch 00054: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8189 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 56/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8227Epoch 00055: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8207 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 57/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8023Epoch 00056: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8020 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 58/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7987Epoch 00057: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7985 - val_loss: 0.0014 - val_acc: 0.7477
Epoch 59/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00058: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7921 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 60/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00059: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7950 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 61/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8041Epoch 00060: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8037 - val_loss: 0.0013 - val_acc: 0.7570
Epoch 62/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8017Epoch 00061: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8043 - val_loss: 0.0012 - val_acc: 0.7710
Epoch 63/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7915Epoch 00062: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7932 - val_loss: 0.0011 - val_acc: 0.7804
Epoch 64/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8017Epoch 00063: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8014 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 65/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7945Epoch 00064: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7926 - val_loss: 0.0012 - val_acc: 0.7617
Epoch 66/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8083Epoch 00065: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8061 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 67/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7891Epoch 00066: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7891 - val_loss: 0.0012 - val_acc: 0.7780
Epoch 68/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7963Epoch 00067: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7961 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 69/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8179Epoch 00068: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8178 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 70/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8041Epoch 00069: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8049 - val_loss: 0.0012 - val_acc: 0.7757
Epoch 71/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8017Epoch 00070: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8032 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 72/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7975Epoch 00071: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7996 - val_loss: 0.0012 - val_acc: 0.7827
Epoch 73/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7945Epoch 00072: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7956 - val_loss: 0.0012 - val_acc: 0.7734
Epoch 74/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8005Epoch 00073: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.7757
Epoch 75/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7981Epoch 00074: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7973 - val_loss: 0.0011 - val_acc: 0.7874
Epoch 76/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7867Epoch 00075: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7868 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 77/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8071Epoch 00076: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8078 - val_loss: 0.0011 - val_acc: 0.7780
Epoch 78/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8023Epoch 00077: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8026 - val_loss: 0.0012 - val_acc: 0.7804
Epoch 79/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8023Epoch 00078: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8020 - val_loss: 0.0012 - val_acc: 0.7804
Epoch 80/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8017Epoch 00079: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8020 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 81/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8035Epoch 00080: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7991 - val_loss: 0.0012 - val_acc: 0.7780
Epoch 82/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8101Epoch 00081: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8102 - val_loss: 0.0013 - val_acc: 0.7850
Epoch 83/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8119Epoch 00082: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8119 - val_loss: 0.0012 - val_acc: 0.7921
Epoch 84/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8065Epoch 00083: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8072 - val_loss: 0.0012 - val_acc: 0.7944
Epoch 85/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7981Epoch 00084: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7996 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 86/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7963Epoch 00085: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7973 - val_loss: 0.0011 - val_acc: 0.7967
Epoch 87/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8053Epoch 00086: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8067 - val_loss: 0.0011 - val_acc: 0.7664
Epoch 88/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8059Epoch 00087: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8078 - val_loss: 0.0012 - val_acc: 0.7991
Epoch 89/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.7981Epoch 00088: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8008 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 90/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8029Epoch 00089: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8014 - val_loss: 0.0011 - val_acc: 0.7804
Epoch 91/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8005Epoch 00090: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.7991 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 92/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7981Epoch 00091: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.7985 - val_loss: 0.0012 - val_acc: 0.7874
Epoch 93/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8035Epoch 00092: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8055 - val_loss: 0.0011 - val_acc: 0.7850
Epoch 94/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8185Epoch 00093: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0011 - acc: 0.8183 - val_loss: 0.0012 - val_acc: 0.8061
Epoch 95/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0011 - acc: 0.8095Epoch 00094: val_loss did not improve
1712/1712 [==============================] - 3s - loss: 0.0011 - acc: 0.8078 - val_loss: 0.0012 - val_acc: 0.7897
Epoch 96/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8023Epoch 00095: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8037 - val_loss: 0.0012 - val_acc: 0.7850
Epoch 97/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8185Epoch 00096: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8201 - val_loss: 0.0011 - val_acc: 0.7991
Epoch 98/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8083Epoch 00097: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8084 - val_loss: 0.0011 - val_acc: 0.7827
Epoch 99/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.7993Epoch 00098: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8026 - val_loss: 0.0011 - val_acc: 0.7897
Epoch 100/100
1664/1712 [============================>.] - ETA: 0s - loss: 0.0010 - acc: 0.8119Epoch 00099: val_loss did not improve
1712/1712 [==============================] - 4s - loss: 0.0010 - acc: 0.8119 - val_loss: 0.0012 - val_acc: 0.7944